{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "collapsed": false
      },
      "outputs": [],
      "source": [
        "%matplotlib inline"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "\n",
        "Compile YOLO-V2 and YOLO-V3 in DarkNet Models\n",
        "=============================================\n",
        "**Original Author**: `Siju Samuel <https://siju-samuel.github.io/>`_\n",
        "This article is an introductory tutorial to deploy darknet models with TVM.\n",
        "All the required models and libraries will be downloaded from the internet by the script.\n",
        "This script runs the YOLO-V2 and YOLO-V3 Model with the bounding boxes\n",
        "\n",
        "Darknet parsing have dependancy with CFFI and CV2 library\n",
        "Please install CFFI and CV2 before executing this script\n",
        "\n",
        "  pip install cffi\n",
        "  pip install opencv-python"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "**Second release Author**: 墨理学AI \n",
        "=============================================\n",
        "CSDN 博客主页\n",
        "<https://positive.blog.csdn.net/>\n",
        "\n",
        "计算机视觉各领域交流群\n",
        "<https://gitee.com/bravePatch/datasets/blob/master/jindachang.md>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "collapsed": false
      },
      "outputs": [],
      "source": [
        "# numpy and matplotlib\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import sys\n",
        "\n",
        "# tvm, relay\n",
        "import tvm\n",
        "from tvm import te\n",
        "from tvm import relay\n",
        "from ctypes import *\n",
        "from tvm.contrib.download import download_testdata\n",
        "from tvm.relay.testing.darknet import __darknetffi__\n",
        "import tvm.relay.testing.yolo_detection\n",
        "import tvm.relay.testing.darknet"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Choose the model\n",
        "-----------------------\n",
        "Models are: 'yolov2', 'yolov3' or 'yolov3-tiny'\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "collapsed": false
      },
      "outputs": [],
      "source": [
        "# Model name\n",
        "MODEL_NAME = \"yolov3\""
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Download required files\n",
        "-----------------------\n",
        "Download cfg and weights file if first time.\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "collapsed": false
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Downloading from url https://github.com/dmlc/web-data/blob/main/darknet/cfg/yolov3.cfg?raw=true to /home/moli/.tvm_test_data/darknet/yolov3.cfg\n",
            "...100%, 0.02 MB, 8 KB/s, 1 seconds passed\n",
            "Downloading from url https://pjreddie.com/media/files/yolov3.weights to /home/moli/.tvm_test_data/darknet/yolov3.weights\n",
            "...100%, 236.52 MB, 643 KB/s, 376 seconds passed\n",
            "Downloading from url https://github.com/dmlc/web-data/blob/main/darknet/lib/libdarknet2.0.so?raw=true to /home/moli/.tvm_test_data/darknet/libdarknet2.0.so\n",
            "...100%, 0.58 MB, 199 KB/s, 2 seconds passed\n",
            "Converting darknet to relay functions...\n"
          ]
        }
      ],
      "source": [
        "CFG_NAME = MODEL_NAME + \".cfg\"\n",
        "WEIGHTS_NAME = MODEL_NAME + \".weights\"\n",
        "REPO_URL = \"https://github.com/dmlc/web-data/blob/main/darknet/\"\n",
        "CFG_URL = REPO_URL + \"cfg/\" + CFG_NAME + \"?raw=true\"\n",
        "WEIGHTS_URL = \"https://pjreddie.com/media/files/\" + WEIGHTS_NAME\n",
        "\n",
        "cfg_path = download_testdata(CFG_URL, CFG_NAME, module=\"darknet\")\n",
        "weights_path = download_testdata(WEIGHTS_URL, WEIGHTS_NAME, module=\"darknet\")\n",
        "\n",
        "# Download and Load darknet library\n",
        "if sys.platform in [\"linux\", \"linux2\"]:\n",
        "    DARKNET_LIB = \"libdarknet2.0.so\"\n",
        "    DARKNET_URL = REPO_URL + \"lib/\" + DARKNET_LIB + \"?raw=true\"\n",
        "elif sys.platform == \"darwin\":\n",
        "    DARKNET_LIB = \"libdarknet_mac2.0.so\"\n",
        "    DARKNET_URL = REPO_URL + \"lib_osx/\" + DARKNET_LIB + \"?raw=true\"\n",
        "else:\n",
        "    err = \"Darknet lib is not supported on {} platform\".format(sys.platform)\n",
        "    raise NotImplementedError(err)\n",
        "\n",
        "lib_path = download_testdata(DARKNET_URL, DARKNET_LIB, module=\"darknet\")\n",
        "\n",
        "DARKNET_LIB = __darknetffi__.dlopen(lib_path)\n",
        "net = DARKNET_LIB.load_network(cfg_path.encode(\"utf-8\"), weights_path.encode(\"utf-8\"), 0)\n",
        "dtype = \"float32\"\n",
        "batch_size = 1\n",
        "\n",
        "data = np.empty([batch_size, net.c, net.h, net.w], dtype)\n",
        "shape_dict = {\"data\": data.shape}\n",
        "print(\"Converting darknet to relay functions...\")\n",
        "mod, params = relay.frontend.from_darknet(net, dtype=dtype, shape=data.shape)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Import the graph to Relay\n",
        "-------------------------\n",
        "compile the model\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "collapsed": false
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Compiling the model...\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "One or more operators have not been tuned. Please tune your model for better performance. Use DEBUG logging level to see more details.\n"
          ]
        }
      ],
      "source": [
        "target = tvm.target.Target(\"llvm\", host=\"llvm\")\n",
        "dev = tvm.cpu(0)\n",
        "data = np.empty([batch_size, net.c, net.h, net.w], dtype)\n",
        "shape = {\"data\": data.shape}\n",
        "print(\"Compiling the model...\")\n",
        "with tvm.transform.PassContext(opt_level=3):\n",
        "    lib = relay.build(mod, target=target, params=params)\n",
        "\n",
        "[neth, netw] = shape[\"data\"][2:]  # Current image shape is 608x608"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Load a test image\n",
        "-----------------\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "collapsed": false
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Loading the test image...\n",
            "File /home/moli/.tvm_test_data/data/dog.jpg exists, skip.\n"
          ]
        }
      ],
      "source": [
        "test_image = \"dog.jpg\"\n",
        "print(\"Loading the test image...\")\n",
        "img_url = REPO_URL + \"data/\" + test_image + \"?raw=true\"\n",
        "img_path = download_testdata(img_url, test_image, \"data\")\n",
        "\n",
        "data = tvm.relay.testing.darknet.load_image(img_path, netw, neth)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Execute on TVM Runtime\n",
        "----------------------\n",
        "The process is no different from other examples.\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "collapsed": false
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Running the test image...\n",
            "File /home/moli/.tvm_test_data/data/coco.names exists, skip.\n",
            "File /home/moli/.tvm_test_data/data/arial.ttf exists, skip.\n",
            "class:['dog 0.994'] left:127 right:227 top:316 bottom:533\n",
            "class:['truck 0.9266'] left:471 right:83 top:689 bottom:169\n",
            "class:['bicycle 0.9984'] left:111 right:113 top:577 bottom:447\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "from tvm.contrib import graph_executor\n",
        "\n",
        "m = graph_executor.GraphModule(lib[\"default\"](dev))\n",
        "\n",
        "# set inputs\n",
        "m.set_input(\"data\", tvm.nd.array(data.astype(dtype)))\n",
        "# execute\n",
        "print(\"Running the test image...\")\n",
        "\n",
        "# detection\n",
        "# thresholds\n",
        "thresh = 0.5\n",
        "nms_thresh = 0.45\n",
        "\n",
        "m.run()\n",
        "# get outputs\n",
        "tvm_out = []\n",
        "if MODEL_NAME == \"yolov2\":\n",
        "    layer_out = {}\n",
        "    layer_out[\"type\"] = \"Region\"\n",
        "    # Get the region layer attributes (n, out_c, out_h, out_w, classes, coords, background)\n",
        "    layer_attr = m.get_output(2).numpy()\n",
        "    layer_out[\"biases\"] = m.get_output(1).numpy()\n",
        "    out_shape = (layer_attr[0], layer_attr[1] // layer_attr[0], layer_attr[2], layer_attr[3])\n",
        "    layer_out[\"output\"] = m.get_output(0).numpy().reshape(out_shape)\n",
        "    layer_out[\"classes\"] = layer_attr[4]\n",
        "    layer_out[\"coords\"] = layer_attr[5]\n",
        "    layer_out[\"background\"] = layer_attr[6]\n",
        "    tvm_out.append(layer_out)\n",
        "\n",
        "elif MODEL_NAME == \"yolov3\":\n",
        "    for i in range(3):\n",
        "        layer_out = {}\n",
        "        layer_out[\"type\"] = \"Yolo\"\n",
        "        # Get the yolo layer attributes (n, out_c, out_h, out_w, classes, total)\n",
        "        layer_attr = m.get_output(i * 4 + 3).numpy()\n",
        "        layer_out[\"biases\"] = m.get_output(i * 4 + 2).numpy()\n",
        "        layer_out[\"mask\"] = m.get_output(i * 4 + 1).numpy()\n",
        "        out_shape = (layer_attr[0], layer_attr[1] // layer_attr[0], layer_attr[2], layer_attr[3])\n",
        "        layer_out[\"output\"] = m.get_output(i * 4).numpy().reshape(out_shape)\n",
        "        layer_out[\"classes\"] = layer_attr[4]\n",
        "        tvm_out.append(layer_out)\n",
        "\n",
        "elif MODEL_NAME == \"yolov3-tiny\":\n",
        "    for i in range(2):\n",
        "        layer_out = {}\n",
        "        layer_out[\"type\"] = \"Yolo\"\n",
        "        # Get the yolo layer attributes (n, out_c, out_h, out_w, classes, total)\n",
        "        layer_attr = m.get_output(i * 4 + 3).numpy()\n",
        "        layer_out[\"biases\"] = m.get_output(i * 4 + 2).numpy()\n",
        "        layer_out[\"mask\"] = m.get_output(i * 4 + 1).numpy()\n",
        "        out_shape = (layer_attr[0], layer_attr[1] // layer_attr[0], layer_attr[2], layer_attr[3])\n",
        "        layer_out[\"output\"] = m.get_output(i * 4).numpy().reshape(out_shape)\n",
        "        layer_out[\"classes\"] = layer_attr[4]\n",
        "        tvm_out.append(layer_out)\n",
        "        thresh = 0.560\n",
        "\n",
        "# do the detection and bring up the bounding boxes\n",
        "img = tvm.relay.testing.darknet.load_image_color(img_path)\n",
        "_, im_h, im_w = img.shape\n",
        "dets = tvm.relay.testing.yolo_detection.fill_network_boxes(\n",
        "    (netw, neth), (im_w, im_h), thresh, 1, tvm_out\n",
        ")\n",
        "last_layer = net.layers[net.n - 1]\n",
        "tvm.relay.testing.yolo_detection.do_nms_sort(dets, last_layer.classes, nms_thresh)\n",
        "\n",
        "coco_name = \"coco.names\"\n",
        "coco_url = REPO_URL + \"data/\" + coco_name + \"?raw=true\"\n",
        "font_name = \"arial.ttf\"\n",
        "font_url = REPO_URL + \"data/\" + font_name + \"?raw=true\"\n",
        "coco_path = download_testdata(coco_url, coco_name, module=\"data\")\n",
        "font_path = download_testdata(font_url, font_name, module=\"data\")\n",
        "\n",
        "with open(coco_path) as f:\n",
        "    content = f.readlines()\n",
        "\n",
        "names = [x.strip() for x in content]\n",
        "\n",
        "tvm.relay.testing.yolo_detection.show_detections(img, dets, thresh, names, last_layer.classes)\n",
        "tvm.relay.testing.yolo_detection.draw_detections(\n",
        "    font_path, img, dets, thresh, names, last_layer.classes\n",
        ")\n",
        "plt.imshow(img.transpose(1, 2, 0))\n",
        "plt.show()"
      ]
    }
  ],
  "metadata": {
    "kernelspec": {
      "display_name": "Python 3",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.8.5"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}
